{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "source": [
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "x1=np.linspace(0,5,60)\n",
    "x2=np.linspace(-5,5,110)\n",
    "\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "source": [
    "def f(x1,x2):\n",
    "    value=2*x1**2+2*x1+x2**2+3*x2+2\n",
    "\n",
    "    return value\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "source": [
    "X,Y=np.meshgrid(x1,x2)\n",
    "z=f(X,Y)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "source": [
    "fig=plt.figure(figsize=(16,9))\n",
    "\n",
    "ax3d=Axes3D(fig,auto_add_to_figure=False)\n",
    "\n",
    "fig.add_axes(ax3d)\n",
    "ax3d.plot_surface(X,Y,z,cstride=20, rstride=20,color='#826677')\n",
    "ax3d.set_xlabel(\"X\")\n",
    "ax3d.set_ylabel(\"Y\")\n",
    "ax3d.set_zlabel(\"Z\")\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "source": [
    "x=np.array([1,2,3])\n",
    "print(x)\n",
    "\n",
    "y=np.append(x,300)\n",
    "print(y.shape)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "[1 2 3]\n",
      "(4,)\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "x=\"1234\"\n",
    "print(set(x))\n",
    "\n",
    "\n",
    "print(x[1:3])\n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "{'3', '2', '1', '4'}\n",
      "23\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.9.6",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.9.6 64-bit"
  },
  "interpreter": {
   "hash": "397704579725e15f5c7cb49fe5f0341eb7531c82d19f2c29d197e8b64ab5776b"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}